{"id":"W4406106693","doi":"10.54097/3fb71s08","title":"Innovative Wing Design: Advancements in Aerodynamics, Materials, and Computational Analysis","year":2024,"lang":"en","type":"article","venue":"Highlights in Science Engineering and Technology","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Aurora College","funders":"","keywords":"Aerodynamics; Wing; Aerospace engineering; Engineering; Computer science; Aeronautics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003358913,0.0001222457,0.000169044,0.001386596,0.00006131117,0.00004951048,0.0001856758,0.00008161477,0.000009131378],"category_scores_gemma":[0.00007654344,0.0001079747,0.000005922914,0.006527334,0.0006172776,0.000353048,0.000218693,0.000139013,0.00001223557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000149563,"about_ca_system_score_gemma":0.00001288231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001848047,"about_ca_topic_score_gemma":0.0000172387,"domain_scores_codex":[0.9989262,0.000007134559,0.0001909259,0.0004550268,0.0001427838,0.0002779042],"domain_scores_gemma":[0.999772,0.00005821593,0.00002149036,0.0001161328,0.000008986131,0.00002313541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000985168,0.00005368795,0.03057761,0.00003556434,0.00004257416,0.0002020958,0.0004865828,0.3953382,0.2997863,0.2521127,0.0000141863,0.02134071],"study_design_scores_gemma":[0.0005329612,0.0001624153,0.1033837,0.000193811,0.00002814801,0.00004867162,0.0002943137,0.7917436,0.0500432,0.05115971,0.001662165,0.0007473676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9089694,0.0002386248,0.08963259,0.000617615,0.0001023677,0.0001246408,0.00000310736,0.0002665705,0.00004508822],"genre_scores_gemma":[0.9560126,0.0001127734,0.04382134,0.000007202862,0.000003090814,0.00002224674,0.000001361008,0.000005936583,0.00001343803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3964054,"threshold_uncertainty_score":0.4403079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007121115417521487,"score_gpt":0.2304222239903922,"score_spread":0.2233011085728707,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}